Andy Collyer.
Essay No. 10 · March 2026

Learning in the flow of work

Periodic training is dead. When the skills you need change every few years, growth can no longer be an annual event you send people away for. It has to live inside the work, daily — because development is now the currency of loyalty.

✳ AC.A colleague leaning in to coach another at their desk while the team works
The most powerful learning rarely looks like training. It looks like this: a colleague, a real problem, a moment of need. Photograph: Mikhail Nilov via Pexels — adapted by Andy Collyer.

Think of the last training course you sent someone on. A day or two away from the desk, a binder, a buffet lunch — and then back to a job that had carried on without them. Be honest about how much of it survived contact with the following Monday. For most organisations the answer is: very little. We keep funding an approach to learning that the evidence, and our own experience, tell us mostly leaks away.

The problem is not effort or budget. It is shape. Periodic, classroom-style training was designed for a world where skills lasted a career and you could afford to top them up every so often. That world is gone. When a third of core skills turn over in a few years, learning cannot be a thing you stop work to do occasionally. It has to be woven into the work itself — continuous, contextual, and close to the moment of need.

And there is a second reason this matters now, beyond capability. Growth has become the currency of loyalty. The people you most want to keep will stay where they are visibly getting better — and leave where they stall.

94%
of employees would stay longer at a company that invests in their development.
LinkedIn Learning (2018)
36%
of organisations qualify as “career development champions” — and they outperform.
LinkedIn, 2025 Learning Report
59%
of the global workforce will need training by 2030.
WEF, Future of Jobs 2025
39%
of workers’ core skills are expected to change by 2030.
WEF, Future of Jobs 2025

When skills expire this fast, learning can’t be an event you send people to. It has to live in the work — and the growth it produces is what keeps your best people.

What follows: why periodic training leaks away, where learning actually happens, growth as the currency of loyalty, how to design learning into the flow, and five moves to start.

Why the course doesn’t stick

There is a well-documented reason periodic training disappoints, and it has a name: the forgetting curve. More than a century ago Hermann Ebbinghaus showed that, without reinforcement, we shed most of what we learn within days. A burst of content delivered away from the job, with no immediate chance to apply it, is almost designed to be forgotten. The knowledge arrives, finds nowhere to attach, and drains away before it can become skill.

Two things make this worse than a waste of a day. First, the gap between learning and doing: skill forms when knowledge is used on a real task, soon and repeatedly — exactly what the off-site course denies. Second, relevance. Generic curricula teach the average need, not yours, at a time chosen by the calendar rather than the work. The result is the familiar paradox: organisations that spend heavily on “learning” whose people feel they are not growing.

✳ AC.A confident professional standing in a creative workspace
People feel growth not when they attend a course, but when they can visibly do something this quarter they couldn’t last. Photograph: Vitaly Gariev via Pexels — adapted by Andy Collyer.

Organisations spend heavily on “learning” whose people feel, accurately, that they are not growing.

Most learning never sees a classroom

If formal courses are not where capability mostly comes from, where does it? The long-standing 70-20-10 model — a heuristic from the Center for Creative Leadership, not a precise law — captures the intuition well: roughly seventy per cent of meaningful development happens through challenging work itself, about twenty per cent through other people (coaching, feedback, watching a peer), and only ten per cent through formal training. Whatever the exact split, the shape is the lesson: the job is the classroom.

This reframes the leader’s task entirely. If most learning happens in the work, then the design of the work — the stretch in an assignment, the access to a more experienced colleague, the feedback in the moment — is your learning strategy, whether you manage it or not. The L&D budget funds the ten per cent. The other ninety is set by how you lead.

Where development actually comes from — the 70-20-10 model
Formal training & courses~10%
Learning from others — coaching, feedback~20%
Challenging work itself — on the job~70%
0share of meaningful development →~70%
The job is the classroom; the budget funds the smallest slice. The 70-20-10 figures are a heuristic, not a measured constant — but every version of the research agrees most growth happens in the work. Source: Center for Creative Leadership (Lombardo & Eichinger).
Formal training is the visible tenth. The leadership opportunity is the other ninety. Source: 70-20-10 model, CCL.

Growth is why they stay

The business case used to be made on capability alone. It is now also a retention case, and a strong one. LinkedIn’s research has long found that the overwhelming majority of employees — around 94% — would stay longer at an organisation that invested in their development. Its 2025 report sharpens the point: only about 36% of organisations behave as genuine “career-development champions,” and those that do are more profitable, retain people better, and lead on AI adoption. Growth is not a perk. It is a moat.

The logic is simple and human. People do not leave only for money; they leave when they feel themselves stalling — when next year looks like this year with a different date. A culture of visible, continuous growth answers the quiet question every talented person is asking: am I getting better here, or just getting older? Get that answer right and you keep the people your competitors are trying to hire.

✳ AC.A professional learning independently on a laptop in the open air
Continuous, self-directed, in the gaps of the day: learning in the flow meets people where the work already is. Photograph: Mikhail Nilov via Pexels — adapted by Andy Collyer.

Designing learning into the work

Moving from periodic training to learning in the flow is less a budget decision than a design one. It means making the moment of need the trigger — a short, relevant resource available when the task demands it, not three months earlier in a classroom. It means treating every stretch assignment as a development opportunity to be chosen deliberately, every piece of feedback as a micro-lesson, every experienced colleague as a teacher whose time to coach is protected, not begrudged.

It also moves ownership. In the old model, learning belonged to an L&D department that ran events. In the emerging one, it belongs to the manager who shapes the work and the individual who drives their own growth — with L&D shifting from provider of courses to architect of the conditions. The shift is summarised below: not a tweak to the old model, but a different one.

The model
Receding — periodic training
Emerging — learning in the flow
Cadence
Occasional events, off-site
Continuous, inside daily work
Trigger
The calendar / annual plan
The moment of need
Format
Long, generic, classroom
Short, contextual, on-demand
Owner
The L&D department
The manager and the individual
Measure
Attendance and completion
Capability applied in the work

Five moves to put learning in the flow

You do not need a new platform to start. You need to lead the ninety per cent the budget never touched.

1

Assign for stretch, on purpose

Hand out work with development in mind, not just delivery. The challenging assignment is the single most powerful learning tool you control — use it deliberately.

2

Make feedback a habit, not an event

Short, specific, in the moment beats the annual review every time. Feedback is micro-teaching; the more often it flows, the faster people grow.

3

Protect time to coach

Most learning passes between colleagues. Treat the experienced person’s time spent teaching as real work, recognised and resourced — not a distraction from it.

4

Resource the moment of need

Put short, relevant help where the work happens, available the instant the task demands it. Just-in-time beats just-in-case for everything that matters.

5

Make growth visible

Help people see how far they’ve come and where they’re headed. The felt experience of progress is what turns development into loyalty.

Do this and learning stops being a line item people opt into and becomes what it should be: the texture of an ordinary working day, and the reason your best people stay.

Stop sending people away to learn. Build a place where they can’t help but grow — and watch who stays.

References & sources
  1. LinkedIn Learning — Workplace Learning Report: 2018 (94% of employees would stay longer at a company that invests in their development) and 2025 (≈36% of organisations are “career-development champions,” who out-perform on profitability, retention and AI adoption).
  2. Ebbinghaus, H. — the “forgetting curve”: without reinforcement, most newly learned information is lost within days.
  3. Center for Creative Leadership (Lombardo & Eichinger) — the 70-20-10 model of development (experience / others / formal). A heuristic, widely cited, not a precise measurement.
  4. World Economic Forum — Future of Jobs Report 2025: 39% of core skills changing by 2030; 59% of the workforce needing training. Josh Bersin — origin of the “learning in the flow of work” framing (2018).
Dr. Andy Collyer

Dr. Andy Collyer

Non-Executive Director, author and keynote speaker. EQ-first leadership, governance and AI. Doctor of Leadership & Management; former National Leader of Governance.

This essay, every channel
✳ ✳ ✳

More from Leadership Futures

Get the essays.

One idea at a time. The thinking before it’s sliced for the feeds.